SQL Performance

APRIL 13, 2020

In my last post , I started to outline the process I go through when tuning queries – specifically when I discover that I need to add a new index, or modify an existing one. Once we have that data, we can move on to the next steps in the process. Once we have that data, we can move on to the next steps in the process.

Tuning 137

Tuning Cache Metrics Testing 137

Dynatrace

OCTOBER 4, 2024

Today, development teams suffer from a lack of automation for time-consuming tasks, the absence of standardization due to an overabundance of tool options, and insufficiently mature DevSecOps processes. This process begins when the developer merges a code change and ends when it is running in a production environment.

Software 230

Software Software Development Performance 230

Dynatrace

NOVEMBER 23, 2020

As the application owner of an e-commerce application, for example, you can enrich the source code of your application with domain-specific knowledge by adding actionable semantics to collected performance or business metrics. New OpenTelemetry metrics exporters provide the broadest language support on the market.

Metrics 152

Metrics Open Source Tuning Analytics 152

The Netflix TechBlog

DECEMBER 7, 2020

VMAF is a video quality metric that Netflix jointly developed with a number of university collaborators and open-sourced on Github. One aspect that differentiates VMAF from other traditional metrics such as PSNR or SSIM, is that VMAF is able to predict more consistently across spatial resolutions, across shots, and across genres (for example.

Metrics 157

Metrics Open Source Tuning Speed 157

Scalegrid

NOVEMBER 4, 2024

We use Sysbench to benchmark key performance metrics under different workloads and thread configurations, including Transactions Per Second (TPS) and Queries Per Second (QPS). Key metrics include TPS and QPS. However, to ensure a level playing field regarding connection handling, we tuned ScaleGrid’s instances to allow 830 connections.

Benchmarking 130

Benchmarking AWS Tuning Metrics 130

Dynatrace

DECEMBER 15, 2020

OpenTelemetry metrics are useful for augmenting the fully automatic observability that can be achieved with Dynatrace OneAgent. OpenTelemetry metrics add domain specific data such as business KPIs and license relevant consumption details. Enterprise-grade observability for custom OpenTelemetry metrics from AWS. Dynatrace news.

AWS 184

AWS Metrics Analytics Government 184

Dynatrace

JULY 23, 2020

With the advent and ingestion of thousands of custom metrics into Dynatrace, we’ve once again pushed the boundaries of automatic, AI-based root cause analysis with the introduction of auto-adaptive baselines as a foundational concept for Dynatrace topology-driven timeseries measurements. In many cases, metric behavior changes over time.

Metrics 222

Metrics Innovation Strategy Monitoring 222

Dynatrace

APRIL 20, 2020

To provide you with more value when monitoring hosts in infrastructure mode, we’re extending our infrastructure mode with a range of metrics that have until now only been available in full-stack mode. Monitor additional metrics. All of these metrics are now part of infrastructure mode. How to get access. initiative.

Infrastructure 152

Infrastructure Metrics Java Virtualization 152

Percona

SEPTEMBER 1, 2023

While there is no magic bullet for MySQL performance tuning, there are a few areas that can be focused on upfront that can dramatically improve the performance of your MySQL installation. What are the Benefits of MySQL Performance Tuning? A finely tuned database processes queries more efficiently, leading to swifter results.

Tuning 52

Tuning Database Performance Hardware 52

Dynatrace

JULY 22, 2024

Using OpenTelemetry, developers can collect and process telemetry data from applications, services, and systems. Observability Observability is the ability to determine a system’s health by analyzing the data it generates, such as logs, metrics, and traces. There are three main types of telemetry data: Metrics.

Latency 245

Latency Best Practices Metrics Open Source 245

The Netflix TechBlog

MAY 4, 2023

Migrating Critical Traffic At Scale with No Downtime — Part 1 Shyam Gala , Javier Fernandez-Ivern , Anup Rokkam Pratap , Devang Shah Hundreds of millions of customers tune into Netflix every day, expecting an uninterrupted and immersive streaming experience. This technique facilitates validation on multiple fronts.

Traffic 344

Traffic Latency Tuning Systems 344

Dynatrace

FEBRUARY 5, 2020

Select a Metric and Aggregation to get started. You can choose any standard Dynatrace metric and any request attribute. Simply switch the metric to Failure rate to find out if there was an error that might have impacted your platinum customers. You might guess that the relatively long booking time is caused by a failure.

Metrics 167

Metrics Code Tuning Monitoring 167

Dynatrace

OCTOBER 29, 2024

A Dynatrace API token with the following permissions: Ingest OpenTelemetry traces ( openTelemetryTrace.ingest ) Ingest metrics ( metrics.ingest ) Ingest logs ( logs.ingest ) To set up the token, see Dynatrace API – Tokens and authentication in Dynatrace documentation. So, stay tuned for more enhancements and features.

Metrics 186

Metrics Tuning Monitoring Availability 186

Dynatrace

JUNE 4, 2024

This process, known as auto-adaptive thresholding, eliminates the need to define a static threshold upfront. The training times and other quality metrics, such as the RMSE (Root Mean Squared Error), SMAPE (Scaled Mean Absolute Percentage Error), and coverage probability, are monitored using Dynatrace.

Metrics 243

Metrics Engineering Code Tuning 243

Dynatrace

AUGUST 6, 2019

Defining a comprehensive user-experience metric gives rise to questions such as: How do we compare the user experience of one session to another? Which metric can be used for the purpose of reporting user experience and tracking it over a period of time? A single metric for user experience segmentation. Error metrics.

Metrics 119

Metrics Tuning Monitoring Analytics 119

The Netflix TechBlog

JUNE 13, 2023

Replay traffic testing gives us the initial foundation of validation, but as our migration process unfolds, we are met with the need for a carefully controlled migration process. A process that doesn’t just minimize risk, but also facilitates a continuous evaluation of the rollout’s impact.

Traffic 282

Traffic Metrics Systems Strategy 282

SQL Performance

SEPTEMBER 17, 2019

This article will cover many areas that database administrators need to be aware of in order to properly license, recover, and tune a Reporting Services installation. The ReportServer and ReportServerTempDB databases are SQL Server databases and should be part of a regular backup process, just like other user databases. Tuning Options.

Tuning 67

Tuning Servers Database Best Practices 67

Dynatrace

OCTOBER 7, 2020

Open-source metric sources automatically map to our Smartscape model for AI analytics. We’ve just enhanced Dynatrace OneAgent with an open metric API. Here’s a quick overview of what you can achieve now that the Dynatrace Software Intelligence Platform has been extended to ingest third-party metrics. Dynatrace news.

Open Source 260

Open Source Metrics Analytics Tuning 260

Dynatrace

FEBRUARY 14, 2022

Building on its advanced analytics capabilities for Prometheus data , Dynatrace now enables you to create extensions based on Prometheus metrics. Many technologies expose their metrics in the Prometheus data format. Easily gain actionable insights with the Dynatrace Extension for Prometheus metrics. Prometheus in Kubernetes ?and

Technology 228

Technology Technology Metrics Infrastructure 228

Dynatrace

FEBRUARY 16, 2023

The short answer: The three pillars of observability—logs, metrics, and traces—converging on a data lakehouse. The goal is to turn more data into insights so the whole organization can make data-driven decisions and automate processes. Grail can store and process 1,000 petabytes per day,” Greifeneder explains.

Analytics 198

Analytics Innovation Metrics Database 198

Dynatrace

MARCH 29, 2024

” The Dynatrace Kubernetes app also provides process ownership data, ensuring information is directed to the right team and root causes are addressed. ” First, Akamas collects metrics, then recommends configuration improvements and applies these recommendations. “We can see that one node has memory pressure.

Engineering 238

Engineering DevOps Operating System Open Source 238

Dynatrace

APRIL 3, 2023

UK Home Office: Metrics meets service The UK Home Office is the lead government department for many essential, large-scale programs. In this episode, Dimitris discusses the many different tools and processes they use. Make sure to stay connected with our social media pages. Tag us with #TechTransforms to be featured on our pages!

Efficiency 205

Efficiency Social Media Artificial Intelligence Cloud 205

Dynatrace

MAY 28, 2024

What about correlated trace data, host metrics, real-time vulnerability scanning results, or log messages captured just before an incident occurs? Stay tuned for even wider support of log data embedded seamlessly into the context of Dynatrace Apps, and better ways to get answers from logs without writing queries.

Analytics 194

Analytics Infrastructure Database Monitoring 194

Dynatrace

MAY 16, 2019

Are you applying AI to the unique metrics and KPIs that matter most to the success of your digital business? Do you provide dashboards and analytics that combine technical and business metrics that are specific to your business? Dynatrace out-of-the-box metrics generally focus on availability, failure rate, and performance.

Metrics 117

Metrics Analytics Programming Monitoring 117

Dynatrace

MAY 12, 2022

To stay tuned, keep an eye on our release notes. Remediation tracking now enables you to view the risk assessment for the process groups affected by a vulnerability. Reintroduced a limit of 100,000 process group instances (last 72h) running on hosts presented on the “Deployment status” page for OneAgents. (APM-370529).

Tuning 205

Tuning Metrics Cloud Mobile 205

The Netflix TechBlog

SEPTEMBER 10, 2024

The voice service then constructs a message for the device and places it on the message queue, which is then processed and sent to Pushy to deliver to the device. The previous version of the message processor was a Mantis stream-processing job that processed messages from the message queue.

Latency 228

Latency Cache Tuning Efficiency 228

The Netflix TechBlog

NOVEMBER 14, 2023

In the previous installments of this series, we introduced Psyberg and delved into its core operational modes: Stateless and Stateful Data Processing. We’ll return to the sample customer lifecycle: Processing Requirement : Keep track of the end-of-hour state of accounts, e.g., Active/Upgraded/Downgraded/Canceled.

Processing 249

Processing Tuning C++ Efficiency 249

Dynatrace

DECEMBER 5, 2023

Without an observability platform to collect and process signals, and provide AI-powered answers for problem detection, root cause identification, and impact analysis, the migration to ARM remains only a roadmap item for many AIOps teams. Error logs for the process reveal a PHP syntax error with code-level information that caused the outage.

Architecture 276

Architecture Efficiency Energy Monitoring 276

Dynatrace

FEBRUARY 9, 2022

Modern infrastructure needs to be elastic and GitOps approaches are used to automate the provisioning of infrastructure and applications using Git, an open-source control system that provides the change processes including reviews and approvals. Key components of GitOps are declarative infrastructure as code, orchestration, and observability.

Code 228

Code Software Software DevOps 228

The Netflix TechBlog

AUGUST 13, 2020

A metric crossed a threshold. You’re half awake and wondering, “Is there really a problem or is this just an alert that needs tuning? Telltale learns what constitutes typical health for an application, no alert tuning required. Metrics are a key part of understanding application health. Client metrics and QoE changes.

Monitoring 215

Monitoring Tuning Traffic Metrics 215

The Netflix TechBlog

NOVEMBER 11, 2022

Synthetic Minority Over-sampling Technique Evaluation Metrics For evaluating the performance of the anomaly detection models we consider a set of evaluation metrics and report their values. For the one-class as well as binary anomaly detection task, such metrics are accuracy, precision, recall, f0.5,

C++ 317

C++ Metrics Tuning Strategy 317

The Netflix TechBlog

JANUARY 13, 2022

Troubleshooting these problems is not a trivial task and requires collecting logs and metrics from several different systems and analyzing them to identify the root cause. In the future, we are looking to automate this process. One example where it can dramatically help is Spark jobs, where memory tuning is a significant challenge.

Big Data 241

Big Data Infrastructure Metrics Games 241

Dynatrace

APRIL 25, 2023

Observability is typically achieved by collecting three types of data from a system, metrics, logs and traces. Some platforms provide built-in metrics, logs and traces for serverless functions, while others require additional configuration or integration with external services or agents.

Serverless 219

Serverless Lambda Azure AWS 219

The Netflix TechBlog

FEBRUARY 18, 2022

Event Prioritization Considering the use cases were wide ranging both in terms of their sources and their importance, we built segmentation into the event processing. We thus assigned a priority to each use case and sharded event traffic by routing to priority-specific queues and the corresponding event processing clusters.

Systems 334

Systems Traffic Architecture Mobile 334

Dynatrace

MAY 17, 2023

Making applications observable—relying on metrics, logs, and traces to understand what software is doing and how it’s performing—has become increasingly important as workloads are shifting to multicloud environments. We also introduced our demo app and explained how to define the metrics and traces it uses.

Metrics 182

Metrics Monitoring Database Network 182

Dynatrace

APRIL 21, 2022

To stay tuned, keep an eye on our release notes. You can create custom log metrics for smarter and faster troubleshooting, and you will be able to understand log data in the context of your full stack, including real user impacts. The display name is now required in metric metadata. New features and enhancements. Dashboards.

Azure 227

Azure Metrics AWS Monitoring 227

Dynatrace

APRIL 20, 2023

Logs highlight observability challenges Ingesting, storing, and processing the unprecedented explosion of data from sources such as software as a service, multicloud environments, containers, and serverless architectures can be overwhelming for today’s organizations. Ingesting, processing, retaining, and querying logs.

Analytics 200

Analytics Infrastructure Storage Architecture 200